CN103593054A - Question-answering system combining emotion recognition and output - Google Patents

Question-answering system combining emotion recognition and output Download PDF

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Publication number
CN103593054A
CN103593054A CN201310606311.8A CN201310606311A CN103593054A CN 103593054 A CN103593054 A CN 103593054A CN 201310606311 A CN201310606311 A CN 201310606311A CN 103593054 A CN103593054 A CN 103593054A
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user
module
information
emotion
mood
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CN103593054B (en
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俞志晨
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Beijing Guangnian Wuxian Technology Co Ltd
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Beijing Guangnian Wuxian Technology Co Ltd
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Abstract

The invention provides a question-answering system combining emotion recognition and output. The question-answering system comprises an input module, a denoising module, an emotion analysis module, an emotion decision module and an output module. The input module is used for inputting user questioning information and user parameter information and converting the user questioning information and the user parameter information into standard text formatting information. The denoising module is used for carrying out denoising and module structuralization processing on the text formatting information. The emotion analysis module is used for building an emotion feature point model and extracting emotion feature points from the user questioning information through the emotion feature point model. The emotion decision module is used for building an emotion decision model and judging the current emotion of a user and the current circumstance where the user is located based on the emotion feature points of the user through combinatorial computing by combining the records and habits of the user. The output module is used for outputting a corresponding result according to the current emotion of the user. The emotion information of the user is combined, the user intention is speculated more accurately, intimate answers are given according to the actual situation of the user, and user experience is greatly promoted.

Description

The question answering system of a kind of combination Emotion identification and output
Technical field
The present invention relates to information retrieval and inquiry field, relate in particular to the question answering system of a kind of combination Emotion identification and output.
Background technology
Question answering system is a kind of advanced form of information retrieval system.It can answer the problem that user proposes with natural language with accurate, succinct natural language.Main cause that its research is risen is people for the demand of obtaining information fast and accurately.
Along with the performance index such as the speed of question answering system and accuracy improve day by day, user can obtain information more accurately more efficiently, and meanwhile, user has higher requirement to the aspect such as recreational, personalized of question answering system.
Existing technical scheme, cannot obtain many abundant detail content such as the tone that user inputs problem, mood, and these detail content are as the important step of the whole input process of user, it is the important supplement of carrying out user view supposition, if reply for the current mood of user, it is more intimate, accurate to make to answer, and greatly promotes user and experiences.
Summary of the invention
The object of the invention is to for the deficiencies in the prior art, the question answering system of a kind of combination Emotion identification and output is provided, in conjunction with user's emotional information, infers more accurately user view, actual conditions for user are carried out intimate answer, promote user and experience.
For achieving the above object, the invention provides the question answering system of a kind of combination Emotion identification and output, comprising:
Load module, puts question to information for inputting user speech, text and operational order, gathers customer parameter information, and puts question to information and customer parameter information to be all converted to normative text format information user;
Denoising module, for to text formatting information, carries out denoising and modular structureization and processes;
Mood parsing module, for setting up emotional characteristics point model, and carries out emotional characteristics point by this emotional characteristics point model to user's information of puing question to and extracts;
Mood decision-making module, for setting up mood decision model, the emotional characteristics point based on user, calculates by combination, in conjunction with user record, custom, judges the current mood of user and sight of living in;
Output module, for for the current mood of user, exports corresponding result.
Further, this load module, comprising:
Voice input module, for user speech input information;
Text load module, for user version input information;
Operation load module, inputs for user's operational order;
Parameter acquisition module, for gathering user's various parameter informations;
Text conversion module, for puing question to user information and customer parameter information to be converted to text formatting information.
Further, this mood parsing module comprises the mood data storehouse by a large amount of changeable in mood data formations, and this mood data storehouse is used for this emotional characteristics point model to train, thereby extracts the unique point that can judge user emotion.
Compared with prior art, the invention has the beneficial effects as follows: by the emotional information in conjunction with user, infer more accurately user view, for user's actual conditions, carry out intimate answer, greatly promoted user's experience.
Accompanying drawing explanation
Fig. 1 is the schematic diagram of the question answering system of a kind of combination Emotion identification of the present invention and output;
Fig. 2 is the load module schematic diagram of the question answering system of a kind of combination Emotion identification of the present invention and output.
Embodiment
Below in conjunction with each embodiment shown in the drawings, the present invention is described in detail; but should be noted that; these embodiments are not limitation of the present invention; those of ordinary skills are according to these embodiment institute work energy, method or structural equivalent transformation or alternative, within all belonging to protection scope of the present invention.
Shown in ginseng Fig. 1 and Fig. 2, Fig. 1 is the schematic diagram of the question answering system of a kind of combination Emotion identification of the present invention and output; Fig. 2 is the load module schematic diagram of the question answering system of a kind of combination Emotion identification of the present invention and output.
In the present embodiment, the question answering system of a kind of combination Emotion identification and output, comprising:
Load module 10, puts question to information for inputting user speech, text and operational order, gathers customer parameter information, and puts question to information and customer parameter information to be all converted to normative text format information user;
This load module 10, comprising:
Voice input module 101, for user speech input information;
Text load module 102, for user version input information;
Operation load module 103, inputs for user's operational order;
Parameter acquisition module 104, for gathering user's various parameter informations;
Text conversion module 105, for puing question to user information and customer parameter information to be converted to text formatting information.
Denoising module 20, for to text formatting information, carries out denoising and modular structureization and processes;
Mood parsing module 30, for setting up emotional characteristics point model, and carries out emotional characteristics point by this emotional characteristics point model to user's information of puing question to and extracts;
Emotional characteristics point model, is for mood text and the non-mood text very imbalance problem that distributes in corpus, and set up one mathematical model based on statistics.
Such as user input " oh today weather true ", through emotional characteristics point model, process, due to " oh ", the mood degree of correlation that " true " calculated by model is higher, therefore can be taken as emotional characteristics point, puts forward.
This mood parsing module 30 comprises the mood data storehouse by a large amount of changeable in mood data formations, and this mood data storehouse is used for this emotional characteristics point model to train, thereby extracts the unique point that can judge user emotion.
Mood decision-making module 40, for setting up mood decision model, the emotional characteristics point based on user, calculates by combination, in conjunction with user record, custom, judges the current mood of user and sight of living in;
This mood decision model, carries out after the calculating of weight probability statistics the statistical model based on Hidden Markov of formation to a large amount of language materials.In conjunction with user's record, custom or other rules, this model, to the sequence of giving a mark of emotional characteristics point, is determined the mood model ranking the first.
By this mood decision model, for emotional characteristics point, judge the current mood of user, if the information of user's input is abundant, can judge the current sight of living in of user, then for this mood, plan as a whole optimum answer and reply to user.
The eigenwert of taking out such as this mood parsing module 30 be " oh ", " true ", this mood decision model is calculated by combination, judge that these two contaminations occur that the possibility of expression forward mood is very large, in conjunction with user's record, custom or other rules, make a clear and definite judgement again.
Output module 50, for for the current mood of user, exports corresponding result.
By this output module 50, the judgement that this mood decision-making module 40 is made can display in every way, and the optimum answer after mood decision-making replies to user by this output module 50, this output module 50, in output, is made different representing according to the different mood of user.
Such as user's input " today, weather was true ", this mood decision-making module 40 is made clear and definite positive tropism's emotion judgment, this output module 50 is according to this judgement, can export the result of a same cheerful and light-hearted forward, may be the expression of a cheerful and light-hearted jump, may be also to express other happy modes.
Such as user's input " people's dinner ", this mood decision-making module 40 is made clear and definite Loneliness judgement, and this output module 50, according to this judgement, can be exported the result of a comfort of doing something for the occasion, may be to play a first slow song, may be also to say a joke.
The invention provides the question answering system of a kind of combination Emotion identification and output, in conjunction with user's emotional information, infer more accurately user view, for user's actual conditions, carry out intimate answer, greatly promoted user's experience.
To those skilled in the art, obviously the invention is not restricted to the details of above-mentioned one exemplary embodiment, and in the situation that not deviating from spirit of the present invention or essential characteristic, can realize the present invention with other concrete form.Therefore, no matter from which point, all should regard embodiment as exemplary, and be nonrestrictive, scope of the present invention is limited by claims rather than above-mentioned explanation, is therefore intended to include in the present invention dropping on the implication that is equal to important document of claim and all changes in scope.Any Reference numeral in claim should be considered as limiting related claim.
In addition, be to be understood that, although this instructions is described according to embodiment, but not each embodiment only comprises an independently technical scheme, this narrating mode of instructions is only for clarity sake, those skilled in the art should make instructions as a whole, and the technical scheme in each embodiment also can, through appropriately combined, form other embodiments that it will be appreciated by those skilled in the art that.

Claims (3)

1. in conjunction with a question answering system for Emotion identification and output, it is characterized in that, comprising:
Load module (10), puts question to information for inputting user speech, text and operational order, gathers customer parameter information, and puts question to information and customer parameter information to be all converted to normative text format information user;
Denoising module (20), processes for text formatting information being carried out to denoising and modular structureization;
Mood parsing module (30), for setting up emotional characteristics point model, and carries out emotional characteristics point by described emotional characteristics point model to user's information of puing question to and extracts;
Mood decision-making module (40), for setting up mood decision model, the emotional characteristics point based on user, calculates by combination, in conjunction with user record, custom, judges the current mood of user and sight of living in;
Output module (50), for for the current mood of user, exports corresponding result.
2. the question answering system of a kind of combination Emotion identification according to claim 1 and output, is characterized in that, described load module (10), comprising:
Voice input module (101), for user speech input information;
Text load module (102), for user version input information;
Operation load module (103), inputs for user's operational order;
Parameter acquisition module (104), for gathering user's various parameter informations;
Text conversion module (105), for puing question to user information and customer parameter information to be converted to text formatting information.
3. the question answering system of a kind of combination Emotion identification according to claim 1 and output, it is characterized in that, described mood parsing module (30) comprises the mood data storehouse by a large amount of changeable in mood data formations, described mood data storehouse is used for described emotional characteristics point model to train, thereby extracts the unique point that can judge user emotion.
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Cited By (68)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105345818A (en) * 2015-11-04 2016-02-24 深圳好未来智能科技有限公司 3D video interaction robot with emotion module and expression module
CN105446159A (en) * 2016-01-08 2016-03-30 北京光年无限科技有限公司 Intelligent household system and data processing method thereof
CN105488164A (en) * 2015-11-30 2016-04-13 北京光年无限科技有限公司 Question and answer (QA) data processing method and device, intelligent robot
CN105844329A (en) * 2016-03-18 2016-08-10 北京光年无限科技有限公司 Method and system for processing thinking data for intelligent robot
CN106055662A (en) * 2016-06-02 2016-10-26 竹间智能科技(上海)有限公司 Emotion-based intelligent conversation method and system
CN106203344A (en) * 2016-07-12 2016-12-07 北京光年无限科技有限公司 A kind of Emotion identification method and system for intelligent robot
CN106599998A (en) * 2016-12-01 2017-04-26 竹间智能科技(上海)有限公司 Method and system for adjusting response of robot based on emotion feature
CN106844646A (en) * 2017-01-22 2017-06-13 竹间智能科技(上海)有限公司 Artificial intelligence reply method and device based on emotional prediction
CN107169113A (en) * 2017-05-19 2017-09-15 网易(杭州)网络有限公司 Method and apparatus for realizing artificial intelligence dialogue based on user's personality
CN107186725A (en) * 2017-05-27 2017-09-22 众德云格机器人(苏州)有限公司 Question and answer service robot system based on kinsfolk's emotional state
CN107243905A (en) * 2017-06-28 2017-10-13 重庆柚瓣科技有限公司 Mood Adaptable System based on endowment robot
CN107458381A (en) * 2017-07-21 2017-12-12 陕西科技大学 A kind of motor vehicle driving approval apparatus based on artificial intelligence
CN107577385A (en) * 2015-09-08 2018-01-12 苹果公司 Intelligent automated assistants in the media environment
CN107943998A (en) * 2017-12-05 2018-04-20 竹间智能科技(上海)有限公司 A kind of human-machine conversation control system and method for knowledge based collection of illustrative plates
CN108475404A (en) * 2016-01-25 2018-08-31 索尼公司 Communication system and communication control method
CN108536802A (en) * 2018-03-30 2018-09-14 百度在线网络技术(北京)有限公司 Exchange method based on children's mood and device
CN109087670A (en) * 2018-08-30 2018-12-25 西安闻泰电子科技有限公司 Mood analysis method, system, server and storage medium
CN109086368A (en) * 2018-07-20 2018-12-25 吴怡 A kind of legal advice robot based on artificial intelligence cloud platform
CN109145101A (en) * 2018-09-06 2019-01-04 北京京东尚科信息技术有限公司 Interactive method, device and computer readable storage medium
WO2019144926A1 (en) * 2018-01-26 2019-08-01 上海智臻智能网络科技股份有限公司 Intelligent interaction method and apparatus, computer device and computer-readable storage medium
CN110085221A (en) * 2018-01-26 2019-08-02 上海智臻智能网络科技股份有限公司 Speech emotional exchange method, computer equipment and computer readable storage medium
WO2020077874A1 (en) * 2018-10-16 2020-04-23 深圳壹账通智能科技有限公司 Method and apparatus for processing question-and-answer data, computer device, and storage medium
CN111241261A (en) * 2020-01-16 2020-06-05 广州拉卡拉信息技术有限公司 Method and device for identifying user behavior
CN111694935A (en) * 2020-04-26 2020-09-22 平安科技(深圳)有限公司 Multi-turn question and answer emotion determining method and device, computer equipment and storage medium
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CN114203177A (en) * 2021-12-06 2022-03-18 深圳市证通电子股份有限公司 An intelligent voice question answering method and system based on deep learning and emotion recognition
US11467802B2 (en) 2017-05-11 2022-10-11 Apple Inc. Maintaining privacy of personal information
US11487364B2 (en) 2018-05-07 2022-11-01 Apple Inc. Raise to speak
US11538469B2 (en) 2017-05-12 2022-12-27 Apple Inc. Low-latency intelligent automated assistant
US11550542B2 (en) 2015-09-08 2023-01-10 Apple Inc. Zero latency digital assistant
US11557310B2 (en) 2013-02-07 2023-01-17 Apple Inc. Voice trigger for a digital assistant
US11630525B2 (en) 2018-06-01 2023-04-18 Apple Inc. Attention aware virtual assistant dismissal
US11675491B2 (en) 2019-05-06 2023-06-13 Apple Inc. User configurable task triggers
US11696060B2 (en) 2020-07-21 2023-07-04 Apple Inc. User identification using headphones
US11699448B2 (en) 2014-05-30 2023-07-11 Apple Inc. Intelligent assistant for home automation
US11705130B2 (en) 2019-05-06 2023-07-18 Apple Inc. Spoken notifications
US11749275B2 (en) 2016-06-11 2023-09-05 Apple Inc. Application integration with a digital assistant
US11783815B2 (en) 2019-03-18 2023-10-10 Apple Inc. Multimodality in digital assistant systems
US11790914B2 (en) 2019-06-01 2023-10-17 Apple Inc. Methods and user interfaces for voice-based control of electronic devices
US11809886B2 (en) 2015-11-06 2023-11-07 Apple Inc. Intelligent automated assistant in a messaging environment
US11810562B2 (en) 2014-05-30 2023-11-07 Apple Inc. Reducing the need for manual start/end-pointing and trigger phrases
US11837237B2 (en) 2017-05-12 2023-12-05 Apple Inc. User-specific acoustic models
US11838579B2 (en) 2014-06-30 2023-12-05 Apple Inc. Intelligent automated assistant for TV user interactions
US11838734B2 (en) 2020-07-20 2023-12-05 Apple Inc. Multi-device audio adjustment coordination
US11842734B2 (en) 2015-03-08 2023-12-12 Apple Inc. Virtual assistant activation
US11888791B2 (en) 2019-05-21 2024-01-30 Apple Inc. Providing message response suggestions
US11893992B2 (en) 2018-09-28 2024-02-06 Apple Inc. Multi-modal inputs for voice commands
US11900923B2 (en) 2018-05-07 2024-02-13 Apple Inc. Intelligent automated assistant for delivering content from user experiences
US11900936B2 (en) 2008-10-02 2024-02-13 Apple Inc. Electronic devices with voice command and contextual data processing capabilities
US11914848B2 (en) 2020-05-11 2024-02-27 Apple Inc. Providing relevant data items based on context
US11979836B2 (en) 2007-04-03 2024-05-07 Apple Inc. Method and system for operating a multi-function portable electronic device using voice-activation
US12001933B2 (en) 2015-05-15 2024-06-04 Apple Inc. Virtual assistant in a communication session
US12014118B2 (en) 2017-05-15 2024-06-18 Apple Inc. Multi-modal interfaces having selection disambiguation and text modification capability
US12026197B2 (en) 2017-05-16 2024-07-02 Apple Inc. Intelligent automated assistant for media exploration
US12051413B2 (en) 2015-09-30 2024-07-30 Apple Inc. Intelligent device identification
US12067985B2 (en) 2018-06-01 2024-08-20 Apple Inc. Virtual assistant operations in multi-device environments
US12165635B2 (en) 2010-01-18 2024-12-10 Apple Inc. Intelligent automated assistant
US12175977B2 (en) 2016-06-10 2024-12-24 Apple Inc. Intelligent digital assistant in a multi-tasking environment
US12197817B2 (en) 2016-06-11 2025-01-14 Apple Inc. Intelligent device arbitration and control
US12204932B2 (en) 2015-09-08 2025-01-21 Apple Inc. Distributed personal assistant
US12211502B2 (en) 2018-03-26 2025-01-28 Apple Inc. Natural assistant interaction
US12223282B2 (en) 2016-06-09 2025-02-11 Apple Inc. Intelligent automated assistant in a home environment
US12254887B2 (en) 2017-05-16 2025-03-18 Apple Inc. Far-field extension of digital assistant services for providing a notification of an event to a user
US12260234B2 (en) 2017-01-09 2025-03-25 Apple Inc. Application integration with a digital assistant
US12301635B2 (en) 2020-05-11 2025-05-13 Apple Inc. Digital assistant hardware abstraction
US12556890B2 (en) 2011-06-03 2026-02-17 Apple Inc. Active transport based notifications

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101075435A (en) * 2007-04-19 2007-11-21 深圳先进技术研究院 Intelligent chatting system and its realizing method
CN101118554A (en) * 2007-09-14 2008-02-06 中兴通讯股份有限公司 Intelligent interactive question answering system and its processing method
CN102163191A (en) * 2011-05-11 2011-08-24 北京航空航天大学 Short text emotion recognition method based on HowNet
CN102323919A (en) * 2011-08-12 2012-01-18 百度在线网络技术(北京)有限公司 Method for displaying input information based on user mood indication information and equipment
CN103279528A (en) * 2013-05-31 2013-09-04 俞志晨 Question-answering system and question-answering method based on man-machine integration

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101075435A (en) * 2007-04-19 2007-11-21 深圳先进技术研究院 Intelligent chatting system and its realizing method
CN101118554A (en) * 2007-09-14 2008-02-06 中兴通讯股份有限公司 Intelligent interactive question answering system and its processing method
CN102163191A (en) * 2011-05-11 2011-08-24 北京航空航天大学 Short text emotion recognition method based on HowNet
CN102323919A (en) * 2011-08-12 2012-01-18 百度在线网络技术(北京)有限公司 Method for displaying input information based on user mood indication information and equipment
CN103279528A (en) * 2013-05-31 2013-09-04 俞志晨 Question-answering system and question-answering method based on man-machine integration

Cited By (103)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US12477470B2 (en) 2007-04-03 2025-11-18 Apple Inc. Method and system for operating a multi-function portable electronic device using voice-activation
US11979836B2 (en) 2007-04-03 2024-05-07 Apple Inc. Method and system for operating a multi-function portable electronic device using voice-activation
US11900936B2 (en) 2008-10-02 2024-02-13 Apple Inc. Electronic devices with voice command and contextual data processing capabilities
US12361943B2 (en) 2008-10-02 2025-07-15 Apple Inc. Electronic devices with voice command and contextual data processing capabilities
US12165635B2 (en) 2010-01-18 2024-12-10 Apple Inc. Intelligent automated assistant
US12431128B2 (en) 2010-01-18 2025-09-30 Apple Inc. Task flow identification based on user intent
US12556890B2 (en) 2011-06-03 2026-02-17 Apple Inc. Active transport based notifications
US11862186B2 (en) 2013-02-07 2024-01-02 Apple Inc. Voice trigger for a digital assistant
US11557310B2 (en) 2013-02-07 2023-01-17 Apple Inc. Voice trigger for a digital assistant
US12009007B2 (en) 2013-02-07 2024-06-11 Apple Inc. Voice trigger for a digital assistant
US12277954B2 (en) 2013-02-07 2025-04-15 Apple Inc. Voice trigger for a digital assistant
US11699448B2 (en) 2014-05-30 2023-07-11 Apple Inc. Intelligent assistant for home automation
US11810562B2 (en) 2014-05-30 2023-11-07 Apple Inc. Reducing the need for manual start/end-pointing and trigger phrases
US12067990B2 (en) 2014-05-30 2024-08-20 Apple Inc. Intelligent assistant for home automation
US12118999B2 (en) 2014-05-30 2024-10-15 Apple Inc. Reducing the need for manual start/end-pointing and trigger phrases
US11838579B2 (en) 2014-06-30 2023-12-05 Apple Inc. Intelligent automated assistant for TV user interactions
US12200297B2 (en) 2014-06-30 2025-01-14 Apple Inc. Intelligent automated assistant for TV user interactions
US11842734B2 (en) 2015-03-08 2023-12-12 Apple Inc. Virtual assistant activation
US12236952B2 (en) 2015-03-08 2025-02-25 Apple Inc. Virtual assistant activation
US12154016B2 (en) 2015-05-15 2024-11-26 Apple Inc. Virtual assistant in a communication session
US12001933B2 (en) 2015-05-15 2024-06-04 Apple Inc. Virtual assistant in a communication session
US12333404B2 (en) 2015-05-15 2025-06-17 Apple Inc. Virtual assistant in a communication session
CN107577385A (en) * 2015-09-08 2018-01-12 苹果公司 Intelligent automated assistants in the media environment
US11550542B2 (en) 2015-09-08 2023-01-10 Apple Inc. Zero latency digital assistant
US12386491B2 (en) 2015-09-08 2025-08-12 Apple Inc. Intelligent automated assistant in a media environment
US11954405B2 (en) 2015-09-08 2024-04-09 Apple Inc. Zero latency digital assistant
US11853536B2 (en) 2015-09-08 2023-12-26 Apple Inc. Intelligent automated assistant in a media environment
US12204932B2 (en) 2015-09-08 2025-01-21 Apple Inc. Distributed personal assistant
US12051413B2 (en) 2015-09-30 2024-07-30 Apple Inc. Intelligent device identification
CN105345818A (en) * 2015-11-04 2016-02-24 深圳好未来智能科技有限公司 3D video interaction robot with emotion module and expression module
CN105345818B (en) * 2015-11-04 2018-02-09 深圳好未来智能科技有限公司 Band is in a bad mood and the 3D video interactives robot of expression module
US11809886B2 (en) 2015-11-06 2023-11-07 Apple Inc. Intelligent automated assistant in a messaging environment
CN105488164A (en) * 2015-11-30 2016-04-13 北京光年无限科技有限公司 Question and answer (QA) data processing method and device, intelligent robot
CN105446159B (en) * 2016-01-08 2018-07-27 北京光年无限科技有限公司 Intelligent domestic system and its data processing method
CN105446159A (en) * 2016-01-08 2016-03-30 北京光年无限科技有限公司 Intelligent household system and data processing method thereof
CN108475404A (en) * 2016-01-25 2018-08-31 索尼公司 Communication system and communication control method
US11295736B2 (en) 2016-01-25 2022-04-05 Sony Corporation Communication system and communication control method
CN105844329A (en) * 2016-03-18 2016-08-10 北京光年无限科技有限公司 Method and system for processing thinking data for intelligent robot
CN106055662A (en) * 2016-06-02 2016-10-26 竹间智能科技(上海)有限公司 Emotion-based intelligent conversation method and system
US12223282B2 (en) 2016-06-09 2025-02-11 Apple Inc. Intelligent automated assistant in a home environment
US12175977B2 (en) 2016-06-10 2024-12-24 Apple Inc. Intelligent digital assistant in a multi-tasking environment
US12197817B2 (en) 2016-06-11 2025-01-14 Apple Inc. Intelligent device arbitration and control
US11749275B2 (en) 2016-06-11 2023-09-05 Apple Inc. Application integration with a digital assistant
US12293763B2 (en) 2016-06-11 2025-05-06 Apple Inc. Application integration with a digital assistant
CN106203344A (en) * 2016-07-12 2016-12-07 北京光年无限科技有限公司 A kind of Emotion identification method and system for intelligent robot
CN106599998A (en) * 2016-12-01 2017-04-26 竹间智能科技(上海)有限公司 Method and system for adjusting response of robot based on emotion feature
CN106599998B (en) * 2016-12-01 2019-02-01 竹间智能科技(上海)有限公司 Method and system for adjusting robot answer based on emotional characteristics
US12260234B2 (en) 2017-01-09 2025-03-25 Apple Inc. Application integration with a digital assistant
CN106844646A (en) * 2017-01-22 2017-06-13 竹间智能科技(上海)有限公司 Artificial intelligence reply method and device based on emotional prediction
US11467802B2 (en) 2017-05-11 2022-10-11 Apple Inc. Maintaining privacy of personal information
US11837237B2 (en) 2017-05-12 2023-12-05 Apple Inc. User-specific acoustic models
US11538469B2 (en) 2017-05-12 2022-12-27 Apple Inc. Low-latency intelligent automated assistant
US11862151B2 (en) 2017-05-12 2024-01-02 Apple Inc. Low-latency intelligent automated assistant
US12014118B2 (en) 2017-05-15 2024-06-18 Apple Inc. Multi-modal interfaces having selection disambiguation and text modification capability
US12254887B2 (en) 2017-05-16 2025-03-18 Apple Inc. Far-field extension of digital assistant services for providing a notification of an event to a user
US12026197B2 (en) 2017-05-16 2024-07-02 Apple Inc. Intelligent automated assistant for media exploration
CN107169113A (en) * 2017-05-19 2017-09-15 网易(杭州)网络有限公司 Method and apparatus for realizing artificial intelligence dialogue based on user's personality
CN107186725A (en) * 2017-05-27 2017-09-22 众德云格机器人(苏州)有限公司 Question and answer service robot system based on kinsfolk's emotional state
CN107243905A (en) * 2017-06-28 2017-10-13 重庆柚瓣科技有限公司 Mood Adaptable System based on endowment robot
CN107458381A (en) * 2017-07-21 2017-12-12 陕西科技大学 A kind of motor vehicle driving approval apparatus based on artificial intelligence
CN107943998A (en) * 2017-12-05 2018-04-20 竹间智能科技(上海)有限公司 A kind of human-machine conversation control system and method for knowledge based collection of illustrative plates
WO2019144926A1 (en) * 2018-01-26 2019-08-01 上海智臻智能网络科技股份有限公司 Intelligent interaction method and apparatus, computer device and computer-readable storage medium
US11373641B2 (en) 2018-01-26 2022-06-28 Shanghai Xiaoi Robot Technology Co., Ltd. Intelligent interactive method and apparatus, computer device and computer readable storage medium
CN110085221A (en) * 2018-01-26 2019-08-02 上海智臻智能网络科技股份有限公司 Speech emotional exchange method, computer equipment and computer readable storage medium
US12211502B2 (en) 2018-03-26 2025-01-28 Apple Inc. Natural assistant interaction
CN108536802A (en) * 2018-03-30 2018-09-14 百度在线网络技术(北京)有限公司 Exchange method based on children's mood and device
CN108536802B (en) * 2018-03-30 2020-01-14 百度在线网络技术(北京)有限公司 Interaction method and device based on child emotion
US11900923B2 (en) 2018-05-07 2024-02-13 Apple Inc. Intelligent automated assistant for delivering content from user experiences
US11907436B2 (en) 2018-05-07 2024-02-20 Apple Inc. Raise to speak
US11487364B2 (en) 2018-05-07 2022-11-01 Apple Inc. Raise to speak
US12067985B2 (en) 2018-06-01 2024-08-20 Apple Inc. Virtual assistant operations in multi-device environments
US12061752B2 (en) 2018-06-01 2024-08-13 Apple Inc. Attention aware virtual assistant dismissal
US12386434B2 (en) 2018-06-01 2025-08-12 Apple Inc. Attention aware virtual assistant dismissal
US11630525B2 (en) 2018-06-01 2023-04-18 Apple Inc. Attention aware virtual assistant dismissal
CN109086368A (en) * 2018-07-20 2018-12-25 吴怡 A kind of legal advice robot based on artificial intelligence cloud platform
CN109087670A (en) * 2018-08-30 2018-12-25 西安闻泰电子科技有限公司 Mood analysis method, system, server and storage medium
CN109145101B (en) * 2018-09-06 2021-05-25 北京京东尚科信息技术有限公司 Man-machine conversation method, device and computer readable storage medium
CN109145101A (en) * 2018-09-06 2019-01-04 北京京东尚科信息技术有限公司 Interactive method, device and computer readable storage medium
US11893992B2 (en) 2018-09-28 2024-02-06 Apple Inc. Multi-modal inputs for voice commands
US12367879B2 (en) 2018-09-28 2025-07-22 Apple Inc. Multi-modal inputs for voice commands
WO2020077874A1 (en) * 2018-10-16 2020-04-23 深圳壹账通智能科技有限公司 Method and apparatus for processing question-and-answer data, computer device, and storage medium
US11783815B2 (en) 2019-03-18 2023-10-10 Apple Inc. Multimodality in digital assistant systems
US12136419B2 (en) 2019-03-18 2024-11-05 Apple Inc. Multimodality in digital assistant systems
US11705130B2 (en) 2019-05-06 2023-07-18 Apple Inc. Spoken notifications
US11675491B2 (en) 2019-05-06 2023-06-13 Apple Inc. User configurable task triggers
US12154571B2 (en) 2019-05-06 2024-11-26 Apple Inc. Spoken notifications
US12216894B2 (en) 2019-05-06 2025-02-04 Apple Inc. User configurable task triggers
US11888791B2 (en) 2019-05-21 2024-01-30 Apple Inc. Providing message response suggestions
US11790914B2 (en) 2019-06-01 2023-10-17 Apple Inc. Methods and user interfaces for voice-based control of electronic devices
CN111241261A (en) * 2020-01-16 2020-06-05 广州拉卡拉信息技术有限公司 Method and device for identifying user behavior
CN111694935A (en) * 2020-04-26 2020-09-22 平安科技(深圳)有限公司 Multi-turn question and answer emotion determining method and device, computer equipment and storage medium
WO2021218023A1 (en) * 2020-04-26 2021-11-04 平安科技(深圳)有限公司 Emotion determining method and apparatus for multiple rounds of questions and answers, computer device, and storage medium
US12301635B2 (en) 2020-05-11 2025-05-13 Apple Inc. Digital assistant hardware abstraction
US11914848B2 (en) 2020-05-11 2024-02-27 Apple Inc. Providing relevant data items based on context
US12197712B2 (en) 2020-05-11 2025-01-14 Apple Inc. Providing relevant data items based on context
US11838734B2 (en) 2020-07-20 2023-12-05 Apple Inc. Multi-device audio adjustment coordination
US12219314B2 (en) 2020-07-21 2025-02-04 Apple Inc. User identification using headphones
US11696060B2 (en) 2020-07-21 2023-07-04 Apple Inc. User identification using headphones
US11750962B2 (en) 2020-07-21 2023-09-05 Apple Inc. User identification using headphones
CN112435689A (en) * 2020-11-10 2021-03-02 罗科仕管理顾问有限公司 Emotion recognition in position interview system of voice chat robot
CN112951233A (en) * 2021-03-30 2021-06-11 平安科技(深圳)有限公司 Voice question and answer method and device, electronic equipment and readable storage medium
CN113919322A (en) * 2021-09-14 2022-01-11 国网新疆电力有限公司信息通信公司 Natural language processing method and system
CN114203177A (en) * 2021-12-06 2022-03-18 深圳市证通电子股份有限公司 An intelligent voice question answering method and system based on deep learning and emotion recognition

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